{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 第三方包\n",
    "Python有很多优秀的第三方包，这些包在安装python的时候没有安装，需要到pypi仓库里面去下载。你能想到，基本上都有。我们可以在命令行通过pip来安装第三方包。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 通过pip安装包\n",
    "pip install 包名\n",
    "# 通过pip卸载包\n",
    "pip uninstall 包名\n",
    "# 通过pip升级包\n",
    "pip install --upgrade 包名\n",
    "# 通过requirements.txt文本文件来安装依赖包\n",
    "# requirements.txt文件中的数据如下\n",
    "# 包名==版本\n",
    "pip install -r requirements.txt\n",
    "# 安装到用户目录\n",
    "pip install --user 包名\n",
    "# 安装指定版本\n",
    "# ==号也可以为>,!=,<=等\n",
    "pip install \"包名==版本\"\n",
    "# 查看包的信息\n",
    "pip show 包名\n",
    "# 查找包的信息\n",
    "pip search 包名"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 词云wordcloud\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"here's\", 'were', 'its', 'of', 'the', \"don't\", 'into', 'so', 'http', 'own', 'yours', \"let's\", 'most', 'we', \"she'll\", \"they've\", 'above', 'by', 'k', \"doesn't\", \"i'm\", 'which', 'again', 'but', 'com', \"i'll\", \"what's\", 'just', 'such', \"they'll\", 'any', 'get', 'therefore', 'else', 'cannot', 'them', \"there's\", 'otherwise', 'until', 'out', 'your', 'being', 'there', 'their', 'like', \"shan't\", 'no', 'r', 'at', 'and', 'he', \"where's\", 'her', 'whom', 'a', 'our', \"won't\", 'yourself', 'where', 'other', 'www', 'few', \"they'd\", 'would', 'these', \"they're\", \"you've\", \"shouldn't\", \"aren't\", \"we'll\", 'are', 'you', 'very', 'have', 'because', \"haven't\", 'since', 'then', 'does', 'between', \"he's\", 'why', 'they', \"hasn't\", 'my', 'not', 'do', \"you'd\", \"you're\", 'all', 'in', \"hadn't\", 'those', 'himself', 'here', 'has', 'during', 'under', 'also', 'me', 'same', \"he'll\", \"who's\", 'ourselves', 'while', 'both', 'his', \"i've\", 'myself', 'theirs', 'off', \"we'd\", 'an', 'only', 'ours', 'for', 'to', 'how', 'than', 'been', 'what', 'can', \"i'd\", 'more', 'nor', 'itself', 'once', \"didn't\", 'is', 'hence', 'had', 'below', \"why's\", \"couldn't\", 'about', 'each', 'ought', 'too', \"we're\", 'some', 'if', \"how's\", \"isn't\", 'further', 'she', 'on', 'this', \"we've\", 'it', 'ever', \"wouldn't\", \"you'll\", 'did', 'from', 'down', \"can't\", 'herself', \"that's\", \"weren't\", 'through', 'who', \"she'd\", 'am', 'with', 'hers', 'or', 'could', 'when', \"when's\", \"she's\", 'against', 'after', 'however', 'as', 'doing', 'having', 'yourselves', 'that', 'should', \"wasn't\", \"he'd\", 'shall', 'was', 'over', 'up', 'themselves', 'before', \"it's\", \"mustn't\", 'i', 'be', 'him'}\n",
      "{' '}\n"
     ]
    }
   ],
   "source": [
    "from wordcloud import WordCloud\n",
    "txt = 'I like python. I am learning python'\n",
    "wc = WordCloud().generate(txt)\n",
    "wc.to_file('testwordcloud.png')\n",
    "print(wc.stopwords)\n",
    "wc = WordCloud(stopwords={' '}).generate(txt)\n",
    "wc.to_file('testwordcloudnosw.png')\n",
    "print(wc.stopwords)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### urllib3\n",
    "urllib3是个功能强大的，用户友好的http客户端程序，应用广泛。urllib3实现了很多python官方没有实现的功能，比如线程安全、连接池、客户端SSL/TLS验证、压缩、代理等。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "200\n",
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width=\"117\" height=\"38\" border=\"0\" alt=\"\\xe5\\x88\\xb0\\xe7\\x99\\xbe\\xe5\\xba\\xa6\\xe9\\xa6\\x96\\xe9\\xa1\\xb5\" title=\"\\xe5\\x88\\xb0\\xe7\\x99\\xbe\\xe5\\xba\\xa6\\xe9\\xa6\\x96\\xe9\\xa1\\xb5\"></a><div class=\"s_tab\" id=\"s_tab\"><a href=\"http://news.baidu.com/ns?cl=2&rn=20&tn=news&word=\" wdfield=\"word\"  onmousedown=\"return c({\\'fm\\':\\'tab\\',\\'tab\\':\\'news\\'})\">\\xe6\\x96\\xb0\\xe9\\x97\\xbb</a>&#12288;<b>\\xe7\\xbd\\x91\\xe9\\xa1\\xb5</b>&#12288;<a href=\"http://tieba.baidu.com/f?kw=&fr=wwwt\" wdfield=\"kw\"  onmousedown=\"return c({\\'fm\\':\\'tab\\',\\'tab\\':\\'tieba\\'})\">\\xe8\\xb4\\xb4\\xe5\\x90\\xa7</a>&#12288;<a href=\"http://zhidao.baidu.com/q?ct=17&pn=0&tn=ikaslist&rn=10&word=&fr=wwwt\" wdfield=\"word\"  onmousedown=\"return c({\\'fm\\':\\'tab\\',\\'tab\\':\\'zhidao\\'})\">\\xe7\\x9f\\xa5\\xe9\\x81\\x93</a>&#12288;<a href=\"http://music.baidu.com/search?fr=ps&key=\" wdfield=\"key\"  onmousedown=\"return c({\\'fm\\':\\'tab\\',\\'tab\\':\\'music\\'})\">\\xe9\\x9f\\xb3\\xe4\\xb9\\x90</a>&#12288;<a href=\"http://image.baidu.com/i?tn=baiduimage&ps=1&ct=201326592&lm=-1&cl=2&nc=1&word=\" wdfield=\"word\"  onmousedown=\"return c({\\'fm\\':\\'tab\\',\\'tab\\':\\'pic\\'})\">\\xe5\\x9b\\xbe\\xe7\\x89\\x87</a>&#12288;<a href=\"http://v.baidu.com/v?ct=301989888&rn=20&pn=0&db=0&s=25&word=\" wdfield=\"word\"   onmousedown=\"return c({\\'fm\\':\\'tab\\',\\'tab\\':\\'video\\'})\">\\xe8\\xa7\\x86\\xe9\\xa2\\x91</a>&#12288;<a href=\"http://map.baidu.com/m?word=&fr=ps01000\" wdfield=\"word\"  onmousedown=\"return c({\\'fm\\':\\'tab\\',\\'tab\\':\\'map\\'})\">\\xe5\\x9c\\xb0\\xe5\\x9b\\xbe</a>&#12288;<a href=\"http://wenku.baidu.com/search?word=&lm=0&od=0\" wdfield=\"word\"  onmousedown=\"return c({\\'fm\\':\\'tab\\',\\'tab\\':\\'wenku\\'})\">\\xe6\\x96\\x87\\xe5\\xba\\x93</a>&#12288;<a href=\"//www.baidu.com/more/\"  onmousedown=\"return c({\\'fm\\':\\'tab\\',\\'tab\\':\\'more\\'})\">\\xe6\\x9b\\xb4\\xe5\\xa4\\x9a\\xc2\\xbb</a></div></div><form id=\"form\" name=\"f\" action=\"/s\" class=\"fm\" ><input type=\"hidden\" name=\"ie\" value=\"utf-8\"><input type=\"hidden\" name=\"f\" value=\"8\"><input type=\"hidden\" name=\"rsv_bp\" value=\"1\"><span class=\"bg s_ipt_wr\"><input name=\"wd\" id=\"kw\" class=\"s_ipt\" value=\"\" maxlength=\"100\"></span><span class=\"bg s_btn_wr\"><input type=\"submit\" id=\"su\" value=\"\\xe7\\x99\\xbe\\xe5\\xba\\xa6\\xe4\\xb8\\x80\\xe4\\xb8\\x8b\" class=\"bg s_btn\" onmousedown=\"this.className=\\'bg s_btn s_btn_h\\'\" onmouseout=\"this.className=\\'bg s_btn\\'\"></span><span class=\"tools\"><span id=\"mHolder\"><div id=\"mCon\"><span>\\xe8\\xbe\\x93\\xe5\\x85\\xa5\\xe6\\xb3\\x95</span></div><ul id=\"mMenu\"><li><a href=\"javascript:;\" name=\"ime_hw\">\\xe6\\x89\\x8b\\xe5\\x86\\x99</a></li><li><a href=\"javascript:;\" name=\"ime_py\">\\xe6\\x8b\\xbc\\xe9\\x9f\\xb3</a></li><li class=\"ln\"></li><li><a href=\"javascript:;\" name=\"ime_cl\">\\xe5\\x85\\xb3\\xe9\\x97\\xad</a></li></ul></span><span class=\"shouji\"><strong>\\xe6\\x8e\\xa8\\xe8\\x8d\\x90&nbsp;:&nbsp;</strong><a href=\"http://w.x.baidu.com/go/mini/8/10000020\" onmousedown=\"return ns_c({\\'fm\\':\\'behs\\',\\'tab\\':\\'bdbrowser\\'})\">\\xe7\\x99\\xbe\\xe5\\xba\\xa6\\xe6\\xb5\\x8f\\xe8\\xa7\\x88\\xe5\\x99\\xa8\\xef\\xbc\\x8c\\xe6\\x89\\x93\\xe5\\xbc\\x80\\xe7\\xbd\\x91\\xe9\\xa1\\xb5\\xe5\\xbf\\xab2\\xe7\\xa7\\x92\\xef\\xbc\\x81</a></span></span></form></div><div id=\"content\"><div id=\"u1\"><a href=\"http://news.baidu.com\" name=\"tj_trnews\" class=\"mnav\">\\xe6\\x96\\xb0\\xe9\\x97\\xbb</a><a href=\"http://www.hao123.com\" name=\"tj_trhao123\" class=\"mnav\">hao123</a><a href=\"http://map.baidu.com\" name=\"tj_trmap\" class=\"mnav\">\\xe5\\x9c\\xb0\\xe5\\x9b\\xbe</a><a href=\"http://v.baidu.com\" name=\"tj_trvideo\" class=\"mnav\">\\xe8\\xa7\\x86\\xe9\\xa2\\x91</a><a href=\"http://tieba.baidu.com\" name=\"tj_trtieba\" class=\"mnav\">\\xe8\\xb4\\xb4\\xe5\\x90\\xa7</a><a href=\"https://passport.baidu.com/v2/?login&tpl=mn&u=http%3A%2F%2Fwww.baidu.com%2F\" name=\"tj_login\" id=\"lb\" onclick=\"return false;\">\\xe7\\x99\\xbb\\xe5\\xbd\\x95</a><a href=\"//www.baidu.com/gaoji/preferences.html\" name=\"tj_settingicon\" id=\"pf\">\\xe8\\xae\\xbe\\xe7\\xbd\\xae</a><a href=\"//www.baidu.com/more/\" name=\"tj_briicon\" id=\"bri\">\\xe6\\x9b\\xb4\\xe5\\xa4\\x9a\\xe4\\xba\\xa7\\xe5\\x93\\x81</a></div><div id=\"m\"><p id=\"lg\"><img src=\"//www.baidu.com/img/bd_logo.png\" width=\"270\" height=\"129\"></p><p id=\"nv\"><a href=\"http://news.baidu.com\">\\xe6\\x96\\xb0&nbsp;\\xe9\\x97\\xbb</a>\\xe3\\x80\\x80<b>\\xe7\\xbd\\x91&nbsp;\\xe9\\xa1\\xb5</b>\\xe3\\x80\\x80<a href=\"http://tieba.baidu.com\">\\xe8\\xb4\\xb4&nbsp;\\xe5\\x90\\xa7</a>\\xe3\\x80\\x80<a href=\"http://zhidao.baidu.com\">\\xe7\\x9f\\xa5&nbsp;\\xe9\\x81\\x93</a>\\xe3\\x80\\x80<a href=\"http://music.baidu.com\">\\xe9\\x9f\\xb3&nbsp;\\xe4\\xb9\\x90</a>\\xe3\\x80\\x80<a href=\"http://image.baidu.com\">\\xe5\\x9b\\xbe&nbsp;\\xe7\\x89\\x87</a>\\xe3\\x80\\x80<a href=\"http://v.baidu.com\">\\xe8\\xa7\\x86&nbsp;\\xe9\\xa2\\x91</a>\\xe3\\x80\\x80<a href=\"http://map.baidu.com\">\\xe5\\x9c\\xb0&nbsp;\\xe5\\x9b\\xbe</a></p><div id=\"fm\"><form id=\"form1\" name=\"f1\" action=\"/s\" class=\"fm\"><span class=\"bg s_ipt_wr\"><input type=\"text\" name=\"wd\" id=\"kw1\" maxlength=\"100\" class=\"s_ipt\"></span><input type=\"hidden\" name=\"rsv_bp\" value=\"0\"><input type=hidden name=ch value=\"\"><input type=hidden name=tn value=\"baidu\"><input type=hidden name=bar value=\"\"><input type=\"hidden\" name=\"rsv_spt\" value=\"3\"><input type=\"hidden\" name=\"ie\" value=\"utf-8\"><span class=\"bg s_btn_wr\"><input type=\"submit\" value=\"\\xe7\\x99\\xbe\\xe5\\xba\\xa6\\xe4\\xb8\\x80\\xe4\\xb8\\x8b\" id=\"su1\" class=\"bg s_btn\" onmousedown=\"this.className=\\'bg s_btn 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\\'http://image.baidu.com/i?ct=201326592&cl=2&nc=1&lm=-1&st=-1&tn=baiduimage&istype=2&fm=&pv=&z=0&ie=utf-8\\'],\\'tj_video\\': [\\'word\\', \\'http://video.baidu.com/v?ct=301989888&s=25&ie=utf-8\\'],\\'tj_map\\': [\\'wd\\', \\'http://map.baidu.com/?newmap=1&ie=utf-8&s=s\\'],\\'tj_baike\\': [\\'word\\', \\'http://baike.baidu.com/search/word?pic=1&sug=1&enc=utf8\\'],\\'tj_wenku\\': [\\'word\\', \\'http://wenku.baidu.com/search?ie=utf-8\\']};var domArr = [G(\\'nv\\'), G(\\'lk\\'),G(\\'cp\\')],kw = G(\\'kw1\\');for (var i = 0, l = domArr.length; i < l; i++) {domArr[i].onmousedown = function(e) {e = e || window.event;var target = e.target || e.srcElement,name = target.getAttribute(\\'name\\'),items = links[name],reg = new RegExp(\\'^\\\\\\\\s+|\\\\\\\\s+\\\\x24\\'),key = kw.value.replace(reg, \\'\\');if (items) {if (key.length > 0) {var wd = items[0], url = items[1],url = url + ( name === \\'tj_map\\' ? encodeURIComponent(\\'&\\' + wd + \\'=\\' + key) : ( ( url.indexOf(\\'?\\') > 0 ? \\'&\\' : \\'?\\' ) + wd + \\'=\\' + encodeURIComponent(key) ) );target.href = url;} else {target.href = target.href.match(new RegExp(\\'^http:\\\\/\\\\/.+\\\\.baidu\\\\.com\\'))[0];}}name && ns_c({\\'fm\\': \\'behs\\',\\'tab\\': name,\\'query\\': encodeURIComponent(key),\\'un\\': encodeURIComponent(bds.comm.user || \\'\\') });};}})();};if(window.pageState==0){initIndex();}})();document.cookie = \\'IS_STATIC=1;expires=\\' + new Date(new Date().getTime() + 10*60*1000).toGMTString();</script>\\r\\n</body></html>\\r\\n'\n"
     ]
    }
   ],
   "source": [
    "#\n",
    "import urllib3\n",
    "http = urllib3.PoolManager()\n",
    "r = http.request('GET','https://www.baidu.com')\n",
    "print(r.status)\n",
    "print(r.data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Requests\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "b'\\xef\\xbb\\xbf<!DOCTYPE html>\\r\\n<html>\\r\\n<head>\\r\\n<meta charset=\"utf-8\" />\\r\\n<meta name=\"renderer\" content=\"webkit\" />\\r\\n<meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge,chrome=1\" />\\r\\n<meta name=\"viewport\" content=\"width=device-width,user-scalable=0,initial-scale=1.0, minimum-scale=1.0, maximum-scale=1.0\" />\\r\\n<title>\\xe5\\x8d\\x97\\xe4\\xba\\xac\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2</title>\\r\\n<meta name=\"keywords\" content=\"\\xe5\\x8d\\x97\\xe4\\xba\\xac\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2,\\xe5\\x8d\\x97\\xe4\\xba\\xac\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\" />\\r\\n<meta name=\"description\" content=\"\\xe5\\x8d\\x97\\xe4\\xba\\xac\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xef\\xbc\\x88Nanjing Vocational College of Information Technology\\xef\\xbc\\x89\\xe4\\xbd\\x8d\\xe4\\xba\\x8e\\xe5\\x8d\\x97\\xe4\\xba\\xac\\xe5\\xb8\\x82\\xe6\\xa0\\x96\\xe9\\x9c\\x9e\\xe5\\x8c\\xba\\xe4\\xbb\\x99\\xe6\\x9e\\x97\\xe5\\xa4\\xa7\\xe5\\xad\\xa6\\xe5\\x9f\\x8e\\xef\\xbc\\x8c\\xe6\\x98\\xaf\\xe4\\xb8\\x80\\xe6\\x89\\x80\\xe7\\x94\\xb1\\xe6\\xb1\\x9f\\xe8\\x8b\\x8f\\xe7\\x9c\\x81\\xe4\\xba\\xba\\xe6\\xb0\\x91\\xe6\\x94\\xbf\\xe5\\xba\\x9c\\xe4\\xb8\\xbe\\xe5\\x8a\\x9e\\xe7\\x9a\\x84\\xe5\\x85\\xa8\\xe6\\x97\\xa5\\xe5\\x88\\xb6\\xe9\\xab\\x98\\xe7\\xad\\x89\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xef\\xbc\\x8c2015\\xe5\\xb9\\xb4\\xe5\\x85\\xa5\\xe9\\x80\\x89\\xe5\\x9b\\xbd\\xe5\\xae\\xb6\\xe9\\xa6\\x96\\xe6\\x89\\xb9\\xe7\\x8e\\xb0\\xe4\\xbb\\xa3\\xe5\\xad\\xa6\\xe5\\xbe\\x92\\xe5\\x88\\xb6\\xe8\\xaf\\x95\\xe7\\x82\\xb9\\xe5\\x8d\\x95\\xe4\\xbd\\x8d\\xef\\xbc\\x8c2016\\xe5\\xb9\\xb43\\xe6\\x9c\\x88\\xe5\\x85\\xa5\\xe9\\x80\\x89\\xe5\\x9b\\xbd\\xe5\\xae\\xb6\\xe9\\xaa\\xa8\\xe5\\xb9\\xb2\\xe9\\xab\\x98\\xe8\\x81\\x8c\\xe9\\x99\\xa2\\xe6\\xa0\\xa1\\xe3\\x80\\x82\" />\\r\\n\\r\\n<link type=\"text/css\" href=\"/_css/_system/system.css\" rel=\"stylesheet\"/>\\r\\n<link type=\"text/css\" href=\"/_upload/site/1/style/3/3.css\" rel=\"stylesheet\"/>\\r\\n<link type=\"text/css\" href=\"/_upload/site/00/03/3/style/8/8.css\" rel=\"stylesheet\"/>\\r\\n       <LINK href=\"/_css/tpl2/system.css\" type=\"text/css\" rel=\"stylesheet\"> \\r\\n       <LINK href=\"/_css/tpl2/default/default.css\" type=\"text/css\" rel=\"stylesheet\"> \\r\\n<link type=\"text/css\" href=\"/_js/_portletPlugs/simpleNews/css/simplenews.css\" rel=\"stylesheet\" />\\r\\n<link type=\"text/css\" href=\"/_js/_portletPlugs/sudyNavi/css/sudyNav.css\" rel=\"stylesheet\" />\\r\\n<link type=\"text/css\" href=\"/_js/_portletPlugs/datepicker/css/datepicker.css\" rel=\"stylesheet\" />\\r\\n\\r\\n<script language=\"javascript\" src=\"/_js/jquery.min.js\" sudy-wp-context=\"\" sudy-wp-siteId=\"3\"></script>\\r\\n<script language=\"javascript\" 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class=\"wp-panel search-panel panel-1\" frag=\"\\xe9\\x9d\\xa2\\xe6\\x9d\\xbf1\">\\r\\n      <div class=\"searchbtn\"></div>\\r\\n      <div class=\"wp-window search-window\" frag=\"\\xe7\\xaa\\x97\\xe5\\x8f\\xa31\" portletmode=\"search\">\\r\\n        <div class=\"wp-search clearfix\">\\r\\n            <form method=\"post\" action=\"/_web/search/doSearch.do?locale=zh_CN&request_locale=zh_CN&_p=YXM9MyZ0PTM0MyZkPTExMzcmcD0xJm09U04m\" target=\"_blank\">\\r\\n              <div class=\"search-input\">\\r\\n                <input class=\"search-title\" name=\"keyword\" type=\"text\" placeholder=\"\\xe8\\xaf\\xb7\\xe8\\xbe\\x93\\xe5\\x85\\xa5\\xe5\\x85\\xb3\\xe9\\x94\\xae\\xe8\\xaf\\x8d...\">\\r\\n              </div>\\r\\n              <div class=\"search-btn\">\\r\\n                <input class=\"search-submit\" name=\"submit\" type=\"submit\" value=\"\">\\r\\n              </div>\\r\\n            </form>\\r\\n          </div>\\r\\n      </div>\\r\\n    </div>\\r\\n    <!--//search end--> 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frag=\"\\xe9\\x9d\\xa2\\xe6\\x9d\\xbf4\">\\r\\n      <div class=\"window main-nav-window window-4\" frag=\"\\xe7\\xaa\\x97\\xe5\\x8f\\xa34\" portletmode=\"simpleSudyNavi\">\\r\\n         \\r\\n          \\r\\n          <ul class=\"menu clearfix\" data-nav-aside=\\'{\"title\":\"\\xe5\\xaf\\xbc\\xe8\\x88\\xaa\",\"index\":0}\\'>\\r\\n            \\r\\n            <li class=\"menu-item i1 \"><a class=\"menu-link\" href=\"/main.psp\" target=\"_self\">\\xe9\\xa6\\x96\\xe9\\xa1\\xb5</a> \\r\\n               \\r\\n            </li>\\r\\n            \\r\\n            <li class=\"menu-item i2 \"><a class=\"menu-link\" href=\"http://www.njcit.cn/zjnxwdh/list.htm\" target=\"_self\">\\xe8\\xb5\\xb0\\xe8\\xbf\\x9b\\xe5\\x8d\\x97\\xe4\\xbf\\xa1</a> \\r\\n               \\r\\n              <i class=\"menu-switch-arrow\"></i>\\r\\n              <ul class=\"sub-menu\">\\r\\n                \\r\\n                <li class=\"sub-item i2-1\"><a class=\"sub-link\" href=\"/xxjj/list.htm\" 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href=\"/jgsz/list.htm\">\\r\\n                            <div class=\"link_con\">\\xe6\\x9c\\xba\\xe6\\x9e\\x84\\xe8\\xae\\xbe\\xe7\\xbd\\xae</div>\\r\\n                            </a> </div>\\r\\n                        </li>\\r\\n                        \\r\\n                        <li class=\"news i5 clearfix\">\\r\\n                          <div class=\"news_box\"> <a class=\"link_icon\" href=\"http://www.njcit.cn/4123/list.htm\">\\r\\n                            <div class=\"link_con\">\\xe5\\x8d\\x97\\xe4\\xbf\\xa1\\xe6\\x96\\x87\\xe5\\x8c\\x96</div>\\r\\n                            </a> </div>\\r\\n                        </li>\\r\\n                        \\r\\n                        <li class=\"news i6 clearfix\">\\r\\n                          <div class=\"news_box\"> <a class=\"link_icon\" href=\"/sznx/list.htm\">\\r\\n                            <div class=\"link_con\">\\xe6\\x95\\xb0\\xe5\\xad\\x97\\xe5\\x8d\\x97\\xe4\\xbf\\xa1</div>\\r\\n                            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href=\\'/_redirect?siteId=3&columnId=4013&articleId=95244\\' target=\\'_blank\\' title=\\'\\xe6\\x95\\xb0\\xe7\\xa0\\x81\\xe8\\x89\\xba\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\'>\\xe6\\x95\\xb0\\xe7\\xa0\\x81\\xe8\\x89\\xba\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2</a></div>\\r\\n                        </li>\\r\\n                        \\r\\n                        <li class=\"news n8 clearfix\">\\r\\n                          <div class=\"news_title3\"><a href=\\'/_redirect?siteId=3&columnId=4013&articleId=95243\\' target=\\'_blank\\' title=\\'\\xe6\\x95\\x99\\xe8\\x82\\xb2\\xe5\\x9f\\xb9\\xe8\\xae\\xad\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\'>\\xe6\\x95\\x99\\xe8\\x82\\xb2\\xe5\\x9f\\xb9\\xe8\\xae\\xad\\xe5\\xad\\xa6\\xe9\\x99\\xa2</a></div>\\r\\n                        </li>\\r\\n                        \\r\\n                        <li class=\"news n9 clearfix\">\\r\\n                          <div class=\"news_title3\"><a href=\\'/_redirect?siteId=3&columnId=4013&articleId=95242\\' target=\\'_blank\\' title=\\'\\xe5\\xa3\\xab\\xe5\\xae\\x98\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\'>\\xe5\\xa3\\xab\\xe5\\xae\\x98\\xe5\\xad\\xa6\\xe9\\x99\\xa2</a></div>\\r\\n                        </li>\\r\\n                        \\r\\n                        <li class=\"news n10 clearfix\">\\r\\n                          <div class=\"news_title3\"><a href=\\'/_redirect?siteId=3&columnId=4013&articleId=95240\\' target=\\'_blank\\' title=\\'\\xe9\\xa9\\xac\\xe5\\x85\\x8b\\xe6\\x80\\x9d\\xe4\\xb8\\xbb\\xe4\\xb9\\x89\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\'>\\xe9\\xa9\\xac\\xe5\\x85\\x8b\\xe6\\x80\\x9d\\xe4\\xb8\\xbb\\xe4\\xb9\\x89\\xe5\\xad\\xa6\\xe9\\x99\\xa2</a></div>\\r\\n                        </li>\\r\\n                        \\r\\n                        <li class=\"news n11 clearfix\">\\r\\n                          <div class=\"news_title3\"><a href=\\'/_redirect?siteId=3&columnId=4013&articleId=95237\\' target=\\'_blank\\' 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<p>\\xe7\\x8e\\x8b\\xe4\\xb8\\xb9\\xe4\\xb8\\xad\\xef\\xbc\\x9a\\xe5\\x85\\x9a\\xe5\\xa7\\x94\\xe4\\xb9\\xa6\\xe8\\xae\\xb0</p><p>\\xe7\\x94\\xb0 &nbsp; \\xe6\\x95\\x8f\\xef\\xbc\\x9a\\xe6\\xa0\\xa1\\xe9\\x95\\xbf</p><p>\\xe6\\x96\\xbd\\xe6\\xb3\\xbd\\xe6\\xb3\\xa2\\xef\\xbc\\x9a\\xe5\\x85\\x9a\\xe5\\xa7\\x94\\xe5\\x89\\xaf\\xe4\\xb9\\xa6\\xe8\\xae\\xb0\\xe3\\x80\\x81\\xe7\\xba\\xaa\\xe5\\xa7\\x94\\xe4\\xb9\\xa6\\xe8\\xae\\xb0</p><p>\\xe5\\xbe\\x90\\xe5\\xbb\\xba\\xe4\\xbf\\x8a\\xef\\xbc\\x9a\\xe5\\x85\\x9a\\xe5\\xa7\\x94\\xe5\\xa7\\x94\\xe5\\x91\\x98\\xe3\\x80\\x81\\xe5\\x89\\xaf\\xe6\\xa0\\xa1\\xe9\\x95\\xbf</p><p>\\xe9\\x99\\x86 &nbsp; 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title=\\'\\xe6\\x9c\\xaa\\xe6\\x9d\\xa5\\xe5\\xad\\xa6\\xe7\\x94\\x9f\\'>\\xe6\\xac\\xa2\\xe8\\xbf\\x8e\\xe5\\x90\\x84\\xe5\\x9c\\xb0\\xe7\\x9a\\x84\\xe4\\xbc\\x98\\xe7\\xa7\\x80\\xe5\\xad\\xa6\\xe5\\xad\\x90\\xe6\\x8a\\xa5\\xe8\\x80\\x83\\xe5\\x8d\\x97\\xe4\\xba\\xac\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe3\\x80\\x82\\xe6\\x82\\xa8\\xe5\\x8f\\xaf\\xe4\\xbb\\xa5\\xe9\\x80\\x9a\\xe8\\xbf\\x87\\xe6\\xb5\\x8f\\xe8\\xa7\\x88\\xe6\\x9c\\xac\\xe6\\xa0\\x8f\\xe7\\x9b\\xae\\xef\\xbc\\x8c\\xe5\\x85\\x85\\xe5\\x88\\x86\\xe4\\xba\\x86\\xe8\\xa7\\xa3\\xe5\\x9c\\xa8\\xe5\\x8d\\x97\\xe4\\xbf\\xa1\\xe7\\x9a\\x84\\xe5\\xad\\xa6\\xe4\\xb9\\xa0\\xe7\\x94\\x9f\\xe6\\xb4\\xbb\\xef\\xbc\\x8c\\xe8\\x81\\x86\\xe5\\x90\\xac\\xe5\\x8d\\x97\\xe4\\xbf\\xa1\\xe6\\x95\\x85\\xe4\\xba\\x8b\\xef\\xbc\\x8c\\xe6\\x84\\x9f\\xe5\\x8f\\x97\\xe5\\x8d\\x97\\xe4\\xbf\\xa1\\xe9\\xad\\x85\\xe5\\x8a\\x9b\\xef\\xbc\\x8c\\xe5\\xb9\\xb6\\xe6\\x89\\xbe\\xe5\\x88\\xb0\\xe6\\x8a\\xa5\\xe8\\x80\\x83\\xe5\\x8d\\x97\\xe4\\xbf\\xa1\\xe6\\x89\\x80\\xe9\\x9c\\x80\\xe8\\xa6\\x81\\xe7\\x9a\\x84\\xe5\\x90\\x84\\xe7\\xa7\\x8d\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe3\\x80\\x82\\xe5\\x8d\\x97\\xe4\\xba\\xac\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe6\\xac\\xa2\\xe8\\xbf\\x8e\\xe4\\xbd\\xa0\\xef\\xbc\\x8c\\xe6\\x9c\\xaa\\xe6\\x9d\\xa5\\xe6\\x9c\\x89\\xe4\\xbd\\xa0\\xe6\\x9b\\xb4\\xe7\\xb2\\xbe\\xe5\\xbd\\xa9\\xef\\xbc\\x81</a></div>\\r\\n 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</a> </div>\\r\\n                        </li>\\r\\n                        \\r\\n                        <li class=\"news i7 clearfix\">\\r\\n                          <div class=\"news_box\"> <a class=\"link_icon\" href=\"/wdms/list.htm\">\\r\\n                            <div class=\"link_con\">\\xe6\\x88\\x91\\xe7\\x9a\\x84\\xe7\\xbe\\x8e\\xe9\\xa3\\x9f</div>\\r\\n                            </a> </div>\\r\\n                        </li>\\r\\n                        \\r\\n                        <li class=\"news i8 clearfix\">\\r\\n                          <div class=\"news_box\"> <a class=\"link_icon\" href=\"/wdwl/list.htm\">\\r\\n                            <div class=\"link_con\">\\xe6\\x88\\x91\\xe7\\x9a\\x84\\xe6\\x9c\\xaa\\xe6\\x9d\\xa5</div>\\r\\n                            </a> </div>\\r\\n                        </li>\\r\\n                        \\r\\n                      </ul>\\r\\n                    \\r\\n                    </span>\\r\\n                  </dl>\\r\\n                </div>\\r\\n              </div>\\r\\n            </div>\\r\\n            <div class=\"mc\">\\r\\n              <div class=\"Widht559 nav-center nav-center2\" frag=\"\\xe9\\x9d\\xa2\\xe6\\x9d\\xbf107\">\\r\\n                <p class=\"news-title3\">\\xe6\\x8b\\x9b\\xe7\\x94\\x9f\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\r\\n                <p>\\r\\n                <div class=\"Width540 right borderBN\" frag=\"\\xe7\\xaa\\x97\\xe5\\x8f\\xa3107\" portletmode=\"simpleNews\" >\\r\\n                  <dl>\\r\\n                    <div id=\"wp_news_w107\"> \\r\\n\\r\\n                      <ul class=\"news_list clearfix\">\\r\\n                        \\r\\n                        <li class=\"news n1 clearfix\">\\r\\n                          <div class=\"news_title2\"><a href=\\'/2020/0423/c4042a111603/page.htm\\' target=\\'_blank\\' title=\\'\\xe5\\x8d\\x97\\xe4\\xba\\xac\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa22020\\xe5\\xb9\\xb4\\xe6\\x8f\\x90\\xe5\\x89\\x8d\\xe6\\x8b\\x9b\\xe7\\x94\\x9f\\xe7\\xae\\x80\\xe7\\xab\\xa0\\'>\\xe5\\x8d\\x97\\xe4\\xba\\xac\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa22020\\xe5\\xb9\\xb4\\xe6\\x8f\\x90...</a></div>\\r\\n                          <div class=\"news_meta2\">04-23</div>\\r\\n                        </li>\\r\\n                        \\r\\n                        <li class=\"news n2 clearfix\">\\r\\n                          <div class=\"news_title2\"><a href=\\'/2019/0614/c4042a99599/page.htm\\' target=\\'_blank\\' title=\\'2019\\xe5\\xb9\\xb4\\xe5\\x8d\\x97\\xe4\\xba\\xac\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe6\\xb1\\x9f\\xe8\\x8b\\x8f\\xe7\\x9c\\x81\\xe9\\xab\\x98\\xe8\\x80\\x83\\xe6\\x8b\\x9b\\xe7\\x94\\x9f\\xe8\\xae\\xa1\\xe5\\x88\\x92 \\'>2019\\xe5\\xb9\\xb4\\xe5\\x8d\\x97\\xe4\\xba\\xac\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe6\\xb1\\x9f...</a></div>\\r\\n                          <div class=\"news_meta2\">01-12</div>\\r\\n                        </li>\\r\\n                        \\r\\n                        <li class=\"news n3 clearfix\">\\r\\n                          <div class=\"news_title2\"><a href=\\'/2019/0614/c4042a99595/page.htm\\' target=\\'_blank\\' title=\\' 2019\\xe5\\xb9\\xb4\\xe5\\x8d\\x97\\xe4\\xba\\xac\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe5\\xae\\x9a\\xe5\\x90\\x91\\xe5\\x9f\\xb9\\xe5\\x85\\xbb\\xe5\\xa3\\xab\\xe5\\xae\\x98\\xe6\\x8b\\x9b\\xe7\\x94\\x9f\\xe8\\xae\\xa1\\xe5\\x88\\x92\\xe8\\xa1\\xa8\\'> 2019\\xe5\\xb9\\xb4\\xe5\\x8d\\x97\\xe4\\xba\\xac\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2...</a></div>\\r\\n                          <div class=\"news_meta2\">01-12</div>\\r\\n                        </li>\\r\\n                        \\r\\n                        <li class=\"news n4 clearfix\">\\r\\n                          <div class=\"news_title2\"><a href=\\'/2019/0614/c4042a99592/page.htm\\' target=\\'_blank\\' title=\\'\\xe2\\x80\\x8b2019\\xe5\\xb9\\xb4\\xe5\\x8d\\x97\\xe4\\xba\\xac\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xef\\xbc\\x88\\xe5\\xa4\\x96\\xe7\\x9c\\x81\\xe5\\xb8\\x82\\xef\\xbc\\x89\\xe5\\x88\\x86\\xe4\\xb8\\x93\\xe4\\xb8\\x9a\\xe6\\x8b\\x9b\\xe7\\x94\\x9f\\xe8\\xae\\xa1\\xe5\\x88\\x92\\xe8\\xa1\\xa8 \\'>\\xe2\\x80\\x8b2019\\xe5\\xb9\\xb4\\xe5\\x8d\\x97\\xe4\\xba\\xac\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2...</a></div>\\r\\n                          <div class=\"news_meta2\">01-12</div>\\r\\n                        </li>\\r\\n                        \\r\\n                        <li class=\"news n5 clearfix\">\\r\\n                          <div class=\"news_title2\"><a href=\\'/2020/0112/c4042a109701/page.htm\\' target=\\'_blank\\' 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title=\\'\\xe3\\x80\\x90\\xe4\\xba\\xba\\xe5\\xb7\\xa5\\xe6\\x99\\xba\\xe8\\x83\\xbd\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe3\\x80\\x91\\xe5\\x85\\x9a\\xe6\\x80\\xbb\\xe6\\x94\\xaf\\xe5\\x8f\\xac\\xe5\\xbc\\x80\\xe7\\x90\\x86\\xe8\\xae\\xba\\xe5\\xad\\xa6\\xe4\\xb9\\xa0\\xe4\\xb8\\xad\\xe5\\xbf\\x83\\xe7\\xbb\\x84\\xef\\xbc\\x88\\xe6\\x89\\xa9\\xe5\\xa4\\xa7\\xef\\xbc\\x89\\xe4\\xbc\\x9a\\xe8\\xae\\xae\\'>\\xe3\\x80\\x90\\xe4\\xba\\xba\\xe5\\xb7\\xa5\\xe6\\x99\\xba\\xe8\\x83\\xbd\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe3\\x80\\x91\\xe5\\x85\\x9a\\xe6\\x80\\xbb\\xe6\\x94\\xaf\\xe5\\x8f\\xac\\xe5\\xbc\\x80\\xe7\\x90\\x86\\xe8\\xae\\xba\\xe5\\xad\\xa6\\xe4\\xb9\\xa0\\xe4\\xb8\\xad\\xe5\\xbf\\x83\\xe7\\xbb\\x84\\xef\\xbc\\x88\\xe6\\x89\\xa9\\xe5\\xa4\\xa7\\xef\\xbc\\x89\\xe4\\xbc\\x9a\\xe8\\xae\\xae</a></span> </li>\\r\\n              \\r\\n            </ul>\\r\\n          </div> \\r\\n\\r\\n        </div>\\r\\n      </div>\\r\\n    </div>\\r\\n    <div class=\"mod_right\" 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href=\\'/2020/0110/c4376a109697/page.htm\\' target=\\'_blank\\' title=\\'\\xe5\\xae\\x89\\xe5\\xbe\\xbd\\xe5\\x95\\x86\\xe8\\xb4\\xb8\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe6\\x9d\\xa5\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe8\\xb0\\x83\\xe7\\xa0\\x94\\xe5\\xb7\\xa5\\xe4\\xbd\\x9c\\'>\\xe5\\xae\\x89\\xe5\\xbe\\xbd\\xe5\\x95\\x86\\xe8\\xb4\\xb8\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe6\\x9d\\xa5\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe8\\xb0\\x83\\xe7\\xa0\\x94\\xe5\\xb7\\xa5\\xe4\\xbd\\x9c</a></span> </li>\\r\\n              \\r\\n              <li class=\"news n3\"><span class=\"news_title\"><a href=\\'/2019/1218/c4376a106472/page.htm\\' target=\\'_blank\\' 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title=\\'\\xe2\\x80\\x8b\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe4\\xb8\\xad\\xe8\\xae\\xa4\\xe5\\x8d\\x97\\xe4\\xbf\\xa1\\xef\\xbc\\x88\\xe6\\xb1\\x9f\\xe8\\x8b\\x8f\\xef\\xbc\\x89\\xe6\\xa3\\x80\\xe6\\xb5\\x8b\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\\xe6\\x88\\x90\\xe5\\x8a\\x9f\\xe8\\x8e\\xb7\\xe6\\x89\\xb9\\xe6\\xb1\\x9f\\xe8\\x8b\\x8f\\xe7\\x9c\\x81\\xe9\\xa6\\x96\\xe6\\x89\\xb9\\xe4\\xba\\xa7\\xe6\\x95\\x99\\xe8\\x9e\\x8d\\xe5\\x90\\x88\\xe5\\x9e\\x8b\\xe8\\xaf\\x95\\xe7\\x82\\xb9\\xe4\\xbc\\x81\\xe4\\xb8\\x9a\\'>\\xe2\\x80\\x8b\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe4\\xb8\\xad\\xe8\\xae\\xa4\\xe5\\x8d\\x97\\xe4\\xbf\\xa1\\xef\\xbc\\x88\\xe6\\xb1\\x9f\\xe8\\x8b\\x8f\\xef\\xbc\\x89\\xe6\\xa3\\x80\\xe6\\xb5\\x8b\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\\xe6\\x88\\x90\\xe5\\x8a\\x9f\\xe8\\x8e\\xb7\\xe6\\x89\\xb9\\xe6\\xb1\\x9f\\xe8\\x8b\\x8f\\xe7\\x9c\\x81\\xe9\\xa6\\x96\\xe6\\x89\\xb9\\xe4\\xba\\xa7\\xe6\\x95\\x99\\xe8\\x9e\\x8d\\xe5\\x90\\x88\\xe5\\x9e\\x8b\\xe8\\xaf\\x95\\xe7\\x82\\xb9\\xe4\\xbc\\x81\\xe4\\xb8\\x9a</a></span> 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href=\\'/2020/0424/c3991a111634/page.htm\\' target=\\'_blank\\' title=\\'\\xe4\\xb8\\xad\\xe5\\x9b\\xbd\\xe7\\x94\\xb5\\xe5\\xad\\x90\\xe9\\x9b\\x86\\xe5\\x9b\\xa2\\xe5\\x88\\xb0\\xe8\\xae\\xbf\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe8\\xbf\\x9b\\xe8\\xa1\\x8c\\xe6\\xa0\\xa1\\xe4\\xbc\\x81\\xe5\\x90\\x88\\xe4\\xbd\\x9c\\xe6\\xb4\\xbd\\xe8\\xb0\\x88\\'>\\xe4\\xb8\\xad\\xe5\\x9b\\xbd\\xe7\\x94\\xb5\\xe5\\xad\\x90\\xe9\\x9b\\x86\\xe5\\x9b\\xa2\\xe5\\x88\\xb0\\xe8\\xae\\xbf\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe8\\xbf\\x9b\\xe8\\xa1\\x8c\\xe6\\xa0\\xa1\\xe4\\xbc\\x81\\xe5\\x90\\x88\\xe4\\xbd\\x9c\\xe6\\xb4\\xbd\\xe8\\xb0\\x88</a></span> </li>\\r\\n                  \\r\\n                  <li class=\"news n5\"> <span class=\"news_title\"><a href=\\'/2020/0408/c3991a110926/page.htm\\' target=\\'_blank\\' title=\\'\\xe4\\xb8\\xad\\xe9\\x80\\x9a\\xe6\\x9c\\x8d\\xe7\\xbd\\x91\\xe7\\x9b\\x88\\xe5\\x8d\\x97\\xe4\\xba\\xac\\xe5\\x88\\x86\\xe5\\x85\\xac\\xe5\\x8f\\xb8\\xe5\\x88\\xb0\\xe8\\xae\\xbf\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe5\\xb9\\xb6\\xe6\\xb4\\xbd\\xe8\\xb0\\x88\\xe8\\xae\\xa2\\xe5\\x8d\\x95\\xe7\\x8f\\xad\\xe4\\xba\\x8b\\xe5\\xae\\x9c\\'>\\xe4\\xb8\\xad\\xe9\\x80\\x9a\\xe6\\x9c\\x8d\\xe7\\xbd\\x91\\xe7\\x9b\\x88\\xe5\\x8d\\x97\\xe4\\xba\\xac\\xe5\\x88\\x86\\xe5\\x85\\xac\\xe5\\x8f\\xb8\\xe5\\x88\\xb0\\xe8\\xae\\xbf\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe5\\xb9\\xb6\\xe6\\xb4\\xbd\\xe8\\xb0\\x88\\xe8\\xae\\xa2\\xe5\\x8d\\x95\\xe7\\x8f\\xad\\xe4\\xba\\x8b\\xe5\\xae\\x9c</a></span> </li>\\r\\n                  \\r\\n                  <li class=\"news n6\"> <span class=\"news_title\"><a href=\\'/2020/0218/c3991a109760/page.htm\\' target=\\'_blank\\' title=\\'\\xe3\\x80\\x90\\xe6\\x95\\xb0\\xe5\\xad\\x97\\xe5\\x95\\x86\\xe5\\x8a\\xa1\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe3\\x80\\x91\\xe9\\x98\\xbf\\xe9\\x87\\x8c\\xe5\\xb7\\xb4\\xe5\\xb7\\xb4\\xe6\\xb7\\x98\\xe5\\xae\\x9d\\xe5\\xa4\\xa7\\xe5\\xad\\xa6\\xe6\\x9d\\xa5\\xe8\\xae\\xbf\\xe8\\xb0\\x83\\xe7\\xa0\\x94\\'>\\xe3\\x80\\x90\\xe6\\x95\\xb0\\xe5\\xad\\x97\\xe5\\x95\\x86\\xe5\\x8a\\xa1\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe3\\x80\\x91\\xe9\\x98\\xbf\\xe9\\x87\\x8c\\xe5\\xb7\\xb4\\xe5\\xb7\\xb4\\xe6\\xb7\\x98\\xe5\\xae\\x9d\\xe5\\xa4\\xa7\\xe5\\xad\\xa6\\xe6\\x9d\\xa5\\xe8\\xae\\xbf\\xe8\\xb0\\x83\\xe7\\xa0\\x94</a></span> </li>\\r\\n                  \\r\\n                  <li class=\"news n7\"> <span class=\"news_title\"><a href=\\'/2020/0122/c3991a109741/page.htm\\' target=\\'_blank\\' title=\\'\\xe3\\x80\\x90\\xe6\\x99\\xba\\xe8\\x83\\xbd\\xe4\\xba\\xa4\\xe9\\x80\\x9a\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe3\\x80\\x91\\xe5\\x8c\\x97\\xe4\\xba\\xac\\xe5\\x90\\x89\\xe5\\x88\\xa9\\xe5\\x9b\\xbd\\xe9\\x99\\x85\\xe6\\x95\\x99\\xe8\\x82\\xb2\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\\xe6\\x9d\\xa5\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe8\\xb0\\x83\\xe7\\xa0\\x94\\xe4\\xba\\xa4\\xe6\\xb5\\x81\\'>\\xe3\\x80\\x90\\xe6\\x99\\xba\\xe8\\x83\\xbd\\xe4\\xba\\xa4\\xe9\\x80\\x9a\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe3\\x80\\x91\\xe5\\x8c\\x97\\xe4\\xba\\xac\\xe5\\x90\\x89\\xe5\\x88\\xa9\\xe5\\x9b\\xbd\\xe9\\x99\\x85\\xe6\\x95\\x99\\xe8\\x82\\xb2\\xe6\\x9c\\x89\\xe9\\x99\\x90\\xe5\\x85\\xac\\xe5\\x8f\\xb8\\xe6\\x9d\\xa5\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe8\\xb0\\x83\\xe7\\xa0\\x94\\xe4\\xba\\xa4\\xe6\\xb5\\x81</a></span> </li>\\r\\n                  \\r\\n                </ul>\\r\\n              </div> \\r\\n\\r\\n            </div>\\r\\n            <div class=\"more_btn\" frag=\"\\xe6\\x8c\\x89\\xe9\\x92\\xae\" type=\"\\xe6\\x9b\\xb4\\xe5\\xa4\\x9a\"><a href=\"/cjrh/list.htm\" class=\"w10_more\"><span class=\"more_text\" frag=\"\\xe6\\x8c\\x89\\xe9\\x92\\xae\\xe5\\x86\\x85\\xe5\\xae\\xb9\">\\xe6\\x9b\\xb4\\xe5\\xa4\\x9a&gt;&gt;</span></a></div>\\r\\n          </div>\\r\\n        </li>\\r\\n      </ul>\\r\\n    </div>\\r\\n    <div class=\"mod_center\">\\r\\n      <ul class=\"tablist-menu clearfix\">\\r\\n        <li class=\"menu-list l1\">\\xe9\\x80\\x9a\\xe7\\x9f\\xa5\\xe5\\x85\\xac\\xe5\\x91\\x8a</li>\\r\\n        <li class=\"menu-list l2\">\\xe6\\xa0\\xa1\\xe9\\x99\\x85\\xe4\\xba\\xa4\\xe6\\xb5\\x81</li>\\r\\n      </ul>\\r\\n      <ul class=\"tablist-box clearfix\">\\r\\n        <li class=\"menu-con c1\" frag=\"\\xe9\\x9d\\xa2\\xe6\\x9d\\xbf11\">\\r\\n          <div class=\"post post1 post-11\" frag=\"\\xe7\\xaa\\x97\\xe5\\x8f\\xa311\" portletmode=\"simpleNews\">\\r\\n            <div class=\"con\">\\r\\n              <div id=\"wp_news_w11\"> \\r\\n\\r\\n                <ul class=\"news_list clearfix\">\\r\\n                  \\r\\n                  <li class=\"news n1\"> <span class=\"news_meta\">04-28</span><span class=\"news_title\"><a href=\\'/2020/0427/c11a111663/page.htm\\' target=\\'_blank\\' title=\\'2020\\xe5\\xb9\\xb4\\xe5\\x8d\\x97\\xe4\\xba\\xac\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe6\\x8b\\x9b\\xe8\\x81\\x98\\xe5\\x85\\xac\\xe5\\x91\\x8a\\xef\\xbc\\x88\\xe7\\xac\\xac\\xe4\\xba\\x8c\\xe6\\x89\\xb9\\xef\\xbc\\x89\\'>2020\\xe5\\xb9\\xb4\\xe5\\x8d\\x97\\xe4\\xba\\xac\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe6\\x8b\\x9b\\xe8\\x81\\x98\\xe5\\x85\\xac\\xe5\\x91\\x8a\\xef\\xbc\\x88\\xe7\\xac\\xac\\xe4\\xba\\x8c\\xe6\\x89\\xb9\\xef\\xbc\\x89</a></span> </li>\\r\\n                  \\r\\n                  <li class=\"news n2\"> <span class=\"news_meta\">04-09</span><span class=\"news_title\"><a href=\\'/2020/0409/c11a110998/page.htm\\' target=\\'_blank\\' title=\\'\\xe5\\x8d\\x97\\xe4\\xba\\xac\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe6\\x98\\xa5\\xe5\\xad\\xa3\\xe5\\xbc\\x80\\xe5\\xad\\xa6\\xe5\\x85\\xac\\xe5\\x91\\x8a\\'>\\xe5\\x8d\\x97\\xe4\\xba\\xac\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe6\\x98\\xa5\\xe5\\xad\\xa3\\xe5\\xbc\\x80\\xe5\\xad\\xa6\\xe5\\x85\\xac\\xe5\\x91\\x8a</a></span> </li>\\r\\n                  \\r\\n                  <li class=\"news n3\"> <span class=\"news_meta\">01-02</span><span class=\"news_title\"><a href=\\'http://gzc.njcit.cn/\\' target=\\'_blank\\' title=\\'\\xe5\\x8d\\x97\\xe4\\xba\\xac\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe6\\x8b\\x9b\\xe6\\x8a\\x95\\xe6\\xa0\\x87\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\'>\\xe5\\x8d\\x97\\xe4\\xba\\xac\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe6\\x8b\\x9b\\xe6\\x8a\\x95\\xe6\\xa0\\x87\\xe4\\xbf\\xa1\\xe6\\x81\\xaf</a></span> </li>\\r\\n                  \\r\\n                  <li class=\"news n4\"> <span class=\"news_meta\">05-13</span><span class=\"news_title\"><a href=\\'/2020/0513/c11a111897/page.htm\\' target=\\'_blank\\' title=\\'2020\\xe5\\xb9\\xb45\\xe6\\x9c\\x8812\\xe6\\x97\\xa5\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe5\\x9c\\xa8\\xe7\\xba\\xbf\\xe6\\x95\\x99\\xe5\\xad\\xa6\\xe6\\x95\\xb0\\xe6\\x8d\\xae\\xe6\\x97\\xa5\\xe6\\x8a\\xa5\\'>2020\\xe5\\xb9\\xb45\\xe6\\x9c\\x8812\\xe6\\x97\\xa5\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe5\\x9c\\xa8\\xe7\\xba\\xbf\\xe6\\x95\\x99\\xe5\\xad\\xa6\\xe6\\x95\\xb0\\xe6\\x8d\\xae\\xe6\\x97\\xa5\\xe6\\x8a\\xa5</a></span> </li>\\r\\n                  \\r\\n                  <li class=\"news n5\"> <span class=\"news_meta\">05-12</span><span class=\"news_title\"><a href=\\'/2020/0513/c11a111888/page.htm\\' target=\\'_blank\\' title=\\'2020\\xe5\\xb9\\xb45\\xe6\\x9c\\x8811\\xe6\\x97\\xa5\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe5\\x9c\\xa8\\xe7\\xba\\xbf\\xe6\\x95\\x99\\xe5\\xad\\xa6\\xe6\\x95\\xb0\\xe6\\x8d\\xae\\xe6\\x97\\xa5\\xe6\\x8a\\xa5\\'>2020\\xe5\\xb9\\xb45\\xe6\\x9c\\x8811\\xe6\\x97\\xa5\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe5\\x9c\\xa8\\xe7\\xba\\xbf\\xe6\\x95\\x99\\xe5\\xad\\xa6\\xe6\\x95\\xb0\\xe6\\x8d\\xae\\xe6\\x97\\xa5\\xe6\\x8a\\xa5</a></span> </li>\\r\\n                  \\r\\n                  <li class=\"news n6\"> <span class=\"news_meta\">05-11</span><span class=\"news_title\"><a href=\\'/2020/0511/c11a111845/page.htm\\' target=\\'_blank\\' title=\\'2020\\xe5\\xb9\\xb45\\xe6\\x9c\\x889\\xe6\\x97\\xa5\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe5\\x9c\\xa8\\xe7\\xba\\xbf\\xe6\\x95\\x99\\xe5\\xad\\xa6\\xe6\\x95\\xb0\\xe6\\x8d\\xae\\xe6\\x97\\xa5\\xe6\\x8a\\xa5\\'>2020\\xe5\\xb9\\xb45\\xe6\\x9c\\x889\\xe6\\x97\\xa5\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe5\\x9c\\xa8\\xe7\\xba\\xbf\\xe6\\x95\\x99\\xe5\\xad\\xa6\\xe6\\x95\\xb0\\xe6\\x8d\\xae\\xe6\\x97\\xa5\\xe6\\x8a\\xa5</a></span> </li>\\r\\n                  \\r\\n                  <li class=\"news n7\"> <span class=\"news_meta\">05-09</span><span class=\"news_title\"><a href=\\'/2020/0509/c11a111797/page.htm\\' target=\\'_blank\\' title=\\'2020\\xe5\\xb9\\xb45\\xe6\\x9c\\x888\\xe6\\x97\\xa5\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe5\\x9c\\xa8\\xe7\\xba\\xbf\\xe6\\x95\\x99\\xe5\\xad\\xa6\\xe6\\x95\\xb0\\xe6\\x8d\\xae\\xe6\\x97\\xa5\\xe6\\x8a\\xa5\\'>2020\\xe5\\xb9\\xb45\\xe6\\x9c\\x888\\xe6\\x97\\xa5\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe5\\x9c\\xa8\\xe7\\xba\\xbf\\xe6\\x95\\x99\\xe5\\xad\\xa6\\xe6\\x95\\xb0\\xe6\\x8d\\xae\\xe6\\x97\\xa5\\xe6\\x8a\\xa5</a></span> </li>\\r\\n                  \\r\\n                </ul>\\r\\n              </div> \\r\\n\\r\\n            </div>\\r\\n            <div class=\"more_btn\" frag=\"\\xe6\\x8c\\x89\\xe9\\x92\\xae\" type=\"\\xe6\\x9b\\xb4\\xe5\\xa4\\x9a\"><a href=\"/11/list.htm\" class=\"w11_more\"><span class=\"more_text\" frag=\"\\xe6\\x8c\\x89\\xe9\\x92\\xae\\xe5\\x86\\x85\\xe5\\xae\\xb9\">\\xe6\\x9b\\xb4\\xe5\\xa4\\x9a&gt;&gt;</span></a></div>\\r\\n          </div>\\r\\n        </li>\\r\\n        <li class=\"menu-con c2\" frag=\"\\xe9\\x9d\\xa2\\xe6\\x9d\\xbf12\">\\r\\n          <div class=\"post post1 post-12\" frag=\"\\xe7\\xaa\\x97\\xe5\\x8f\\xa312\" portletmode=\"simpleNews\">\\r\\n            <div class=\"con\">\\r\\n              <div id=\"wp_news_w12\"> \\r\\n\\r\\n                <ul class=\"news_list clearfix\">\\r\\n                  \\r\\n                  <li class=\"news n1\"> <span class=\"news_meta\">04-07</span><span class=\"news_title\"><a href=\\'/2020/0402/c4376a110854/page.htm\\' target=\\'_blank\\' title=\\'\\xe9\\x92\\x9f\\xe5\\xb1\\xb1\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe6\\x9d\\xa5\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe8\\xb0\\x83\\xe7\\xa0\\x94\\'>\\xe9\\x92\\x9f\\xe5\\xb1\\xb1\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe6\\x9d\\xa5\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe8\\xb0\\x83\\xe7\\xa0\\x94</a></span> </li>\\r\\n                  \\r\\n                  <li class=\"news n2\"> <span class=\"news_meta\">01-12</span><span class=\"news_title\"><a href=\\'/2020/0110/c4376a109697/page.htm\\' target=\\'_blank\\' title=\\'\\xe5\\xae\\x89\\xe5\\xbe\\xbd\\xe5\\x95\\x86\\xe8\\xb4\\xb8\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe6\\x9d\\xa5\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe8\\xb0\\x83\\xe7\\xa0\\x94\\xe5\\xb7\\xa5\\xe4\\xbd\\x9c\\'>\\xe5\\xae\\x89\\xe5\\xbe\\xbd\\xe5\\x95\\x86\\xe8\\xb4\\xb8\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe6\\x9d\\xa5\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe8\\xb0\\x83\\xe7\\xa0\\x94\\xe5\\xb7\\xa5\\xe4\\xbd\\x9c</a></span> </li>\\r\\n                  \\r\\n                  <li class=\"news n3\"> <span class=\"news_meta\">12-18</span><span class=\"news_title\"><a href=\\'/2019/1218/c4376a106472/page.htm\\' target=\\'_blank\\' title=\\'\\xe6\\x9d\\xad\\xe5\\xb7\\x9e\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe6\\x9d\\xa5\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe8\\xb0\\x83\\xe7\\xa0\\x94\\xe5\\xb7\\xa5\\xe4\\xbd\\x9c\\'>\\xe6\\x9d\\xad\\xe5\\xb7\\x9e\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe6\\x9d\\xa5\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe8\\xb0\\x83\\xe7\\xa0\\x94\\xe5\\xb7\\xa5\\xe4\\xbd\\x9c</a></span> </li>\\r\\n                  \\r\\n                  <li class=\"news n4\"> <span class=\"news_meta\">11-27</span><span class=\"news_title\"><a href=\\'/2019/1127/c4376a105311/page.htm\\' target=\\'_blank\\' title=\\'\\xe5\\x8f\\xb0\\xe5\\xb7\\x9e\\xe7\\xa7\\x91\\xe6\\x8a\\x80\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe6\\xb1\\xbd\\xe8\\xbd\\xa6\\xe4\\xb8\\x8e\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe5\\xb7\\xa5\\xe7\\xa8\\x8b\\xe5\\x88\\x86\\xe9\\x99\\xa2\\xe6\\x9d\\xa5\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe4\\xba\\xa4\\xe6\\xb5\\x81\\'>\\xe5\\x8f\\xb0\\xe5\\xb7\\x9e\\xe7\\xa7\\x91\\xe6\\x8a\\x80\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe6\\xb1\\xbd\\xe8\\xbd\\xa6\\xe4\\xb8\\x8e\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe5\\xb7\\xa5\\xe7\\xa8\\x8b\\xe5\\x88\\x86\\xe9\\x99\\xa2\\xe6\\x9d\\xa5\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe4\\xba\\xa4\\xe6\\xb5\\x81</a></span> </li>\\r\\n                  \\r\\n                  <li class=\"news n5\"> <span class=\"news_meta\">11-08</span><span class=\"news_title\"><a href=\\'/2019/1108/c4376a104530/page.htm\\' target=\\'_blank\\' title=\\'\\xe5\\x8c\\x97\\xe4\\xba\\xac\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe6\\x9d\\xa5\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe8\\xb0\\x83\\xe7\\xa0\\x94\\xe5\\xb7\\xa5\\xe4\\xbd\\x9c\\'>\\xe5\\x8c\\x97\\xe4\\xba\\xac\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe6\\x9d\\xa5\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe8\\xb0\\x83\\xe7\\xa0\\x94\\xe5\\xb7\\xa5\\xe4\\xbd\\x9c</a></span> </li>\\r\\n                  \\r\\n                  <li class=\"news n6\"> <span class=\"news_meta\">11-07</span><span class=\"news_title\"><a href=\\'/2019/1022/c4376a103177/page.htm\\' target=\\'_blank\\' title=\\'\\xe6\\xb7\\xb1\\xe5\\x9c\\xb3\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe6\\x9d\\xa5\\xe6\\x88\\x91\\xe9\\x83\\xa8\\xe4\\xba\\xa4\\xe6\\xb5\\x81\\xe8\\xb0\\x83\\xe7\\xa0\\x94\\'>\\xe6\\xb7\\xb1\\xe5\\x9c\\xb3\\xe4\\xbf\\xa1\\xe6\\x81\\xaf\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe6\\x9d\\xa5\\xe6\\x88\\x91\\xe9\\x83\\xa8\\xe4\\xba\\xa4\\xe6\\xb5\\x81\\xe8\\xb0\\x83\\xe7\\xa0\\x94</a></span> </li>\\r\\n                  \\r\\n                  <li class=\"news n7\"> <span class=\"news_meta\">11-04</span><span class=\"news_title\"><a href=\\'/2019/1104/c4376a104357/page.htm\\' target=\\'_blank\\' title=\\'\\xe6\\xb5\\x99\\xe6\\xb1\\x9f\\xe5\\xae\\x89\\xe9\\x98\\xb2\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe6\\x9d\\xa5\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe8\\xb0\\x83\\xe7\\xa0\\x94\\'>\\xe6\\xb5\\x99\\xe6\\xb1\\x9f\\xe5\\xae\\x89\\xe9\\x98\\xb2\\xe8\\x81\\x8c\\xe4\\xb8\\x9a\\xe6\\x8a\\x80\\xe6\\x9c\\xaf\\xe5\\xad\\xa6\\xe9\\x99\\xa2\\xe6\\x9d\\xa5\\xe6\\x88\\x91\\xe6\\xa0\\xa1\\xe8\\xb0\\x83\\xe7\\xa0\\x94</a></span> </li>\\r\\n                  \\r\\n                </ul>\\r\\n              </div> \\r\\n\\r\\n            </div>\\r\\n            <div class=\"more_btn\" frag=\"\\xe6\\x8c\\x89\\xe9\\x92\\xae\" type=\"\\xe6\\x9b\\xb4\\xe5\\xa4\\x9a\"><a href=\"/xjjl/list.htm\" class=\"w12_more\"><span class=\"more_text\" frag=\"\\xe6\\x8c\\x89\\xe9\\x92\\xae\\xe5\\x86\\x85\\xe5\\xae\\xb9\">\\xe6\\x9b\\xb4\\xe5\\xa4\\x9a&gt;&gt;</span></a></div>\\r\\n          </div>\\r\\n        </li>\\r\\n      </ul>\\r\\n    </div>\\r\\n    <div 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src=\"/_upload/article/images/b4/1a/0a0535b64f7cbabd657871256459/834e4631-75e0-4756-a6c2-49b42688b832.jpg\"></div>\\r\\n                  <div class=\"news_con\"><span class=\"news_title\">\\xe8\\xb0\\xa2\\xe6\\xb2\\x81\\xe6\\xb1\\x9f\\xef\\xbc\\x9a\\xe4\\xb8\\x80\\xe7\\xa2\\x97\\xe6\\xb2\\xb9\\xe6\\xb3\\xbc\\xe9\\x9d\\xa2\\xe9\\x87\\x8c\\xe7\\x9a\\x84\\xe2\\x80\\x9c\\xe5\\xb0\\x8f\\xe5\\xba\\xb7\\xe2\\x80\\x9d</span></div>\\r\\n                  </a> </li>\\r\\n                \\r\\n              </ul>\\r\\n            </div> \\r\\n\\r\\n          </div>\\r\\n        </div>\\r\\n        <div class=\"post-box\">\\r\\n          <div class=\"post-con\">\\r\\n            <div class=\"post-list clearfix\">\\r\\n              <div class=\"post post1 post-19\" frag=\"\\xe7\\xaa\\x97\\xe5\\x8f\\xa319\" portletmode=\"simpleNews\">\\r\\n                <div class=\"con\">\\r\\n                  <div id=\"wp_news_w19\"> \\r\\n\\r\\n                    <ul class=\"news_list clearfix\">\\r\\n      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title=\\'\\xe5\\xbe\\x90\\xe5\\xa9\\xb7\\xe5\\xa9\\xb7\\xef\\xbc\\x9a\\xe5\\x86\\x99\\xe7\\xbb\\x99\\xe5\\x8d\\xb3\\xe5\\xb0\\x86\\xe8\\xbf\\x94\\xe6\\xa0\\xa1\\xe7\\x9a\\x84\\xe4\\xbd\\xa0\\'>\\xe5\\xbe\\x90\\xe5\\xa9\\xb7\\xe5\\xa9\\xb7\\xef\\xbc\\x9a\\xe5\\x86\\x99\\xe7\\xbb\\x99\\xe5\\x8d\\xb3\\xe5\\xb0\\x86\\xe8\\xbf\\x94\\xe6\\xa0\\xa1\\xe7\\x9a\\x84\\xe4\\xbd\\xa0</a></span><span class=\"news_meta\">2020-05-09</span></li>\\r\\n                      \\r\\n                      <li class=\"news n3\"><span class=\"news_title\"><a href=\\'/2020/0508/c3995a111776/page.htm\\' target=\\'_blank\\' title=\\'\\xe6\\x9d\\x8e\\xe7\\x82\\x9c\\xef\\xbc\\x9a\\xe9\\x94\\xae\\xe7\\x9b\\x98\\xe4\\xb8\\x8a\\xe7\\x9a\\x84\\xe6\\x88\\x98\\xe7\\xbb\\xa9\\'>\\xe6\\x9d\\x8e\\xe7\\x82\\x9c\\xef\\xbc\\x9a\\xe9\\x94\\xae\\xe7\\x9b\\x98\\xe4\\xb8\\x8a\\xe7\\x9a\\x84\\xe6\\x88\\x98\\xe7\\xbb\\xa9</a></span><span class=\"news_meta\">2020-05-08</span></li>\\r\\n                      \\r\\n                     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title=\\'\\xe5\\xbd\\xad\\xe5\\xae\\x8f\\xe5\\x96\\x9c\\xef\\xbc\\x9a\\xe6\\x88\\x91\\xe7\\x9c\\xbc\\xe4\\xb8\\xad\\xe7\\x9a\\x84\\xe6\\xb1\\x9f\\xe8\\x8b\\x8f\\xe9\\x9d\\x92\\xe5\\xb9\\xb4\\xe2\\x80\\x94\\xe2\\x80\\x94\\xe9\\x9d\\x92\\xe6\\x98\\xa5\\xe8\\xb5\\xa4\\xe5\\xad\\x90\\'>\\xe5\\xbd\\xad\\xe5\\xae\\x8f\\xe5\\x96\\x9c\\xef\\xbc\\x9a\\xe6\\x88\\x91\\xe7\\x9c\\xbc\\xe4\\xb8\\xad\\xe7\\x9a\\x84\\xe6\\xb1\\x9f\\xe8\\x8b\\x8f\\xe9\\x9d\\x92\\xe5\\xb9\\xb4\\xe2\\x80\\x94\\xe2\\x80\\x94\\xe9\\x9d\\x92\\xe6\\x98\\xa5\\xe8\\xb5\\xa4\\xe5\\xad\\x90</a></span><span class=\"news_meta\">2020-04-30</span></li>\\r\\n                      \\r\\n                      <li class=\"news n6\"><span class=\"news_title\"><a href=\\'/2020/0427/c3995a111656/page.htm\\' target=\\'_blank\\' title=\\'\\xe7\\xbf\\x81\\xe5\\x9b\\xbd\\xe8\\x89\\xaf\\xef\\xbc\\x9a\\xe6\\x88\\x91\\xe7\\x9a\\x84\\xe9\\x9d\\x92\\xe6\\x98\\xa5\\xe6\\x88\\x98\\xe2\\x80\\x9c\\xe7\\x96\\xab\\xe2\\x80\\x9d\\'>\\xe7\\xbf\\x81\\xe5\\x9b\\xbd\\xe8\\x89\\xaf\\xef\\xbc\\x9a\\xe6\\x88\\x91\\xe7\\x9a\\x84\\xe9\\x9d\\x92\\xe6\\x98\\xa5\\xe6\\x88\\x98\\xe2\\x80\\x9c\\xe7\\x96\\xab\\xe2\\x80\\x9d</a></span><span class=\"news_meta\">2020-04-27</span></li>\\r\\n                      \\r\\n                    </ul>\\r\\n                  </div> \\r\\n\\r\\n                </div>\\r\\n              </div>\\r\\n              <div class=\"post post1 post-20\" frag=\"\\xe7\\xaa\\x97\\xe5\\x8f\\xa320\" portletmode=\"simpleNews\">\\r\\n                <div class=\"con\">\\r\\n                  <div id=\"wp_news_w20\"> \\r\\n\\r\\n                    <ul class=\"news_list clearfix\">\\r\\n                      \\r\\n                      <li class=\"news n1\"><span class=\"news_title\"><a href=\\'/2020/0426/c3995a111644/page.htm\\' target=\\'_blank\\' title=\\'\\xe5\\x88\\x98\\xe6\\x98\\x9f\\xe6\\x98\\x9f\\xef\\xbc\\x9a\\xe6\\x8a\\x97\\xe7\\x96\\xab\\xe8\\xae\\xb0\\'>\\xe5\\x88\\x98\\xe6\\x98\\x9f\\xe6\\x98\\x9f\\xef\\xbc\\x9a\\xe6\\x8a\\x97\\xe7\\x96\\xab\\xe8\\xae\\xb0</a></span><span class=\"news_meta\">2020-04-26</span></li>\\r\\n                      \\r\\n                      <li class=\"news n2\"><span class=\"news_title\"><a href=\\'/2020/0423/c3995a111613/page.htm\\' target=\\'_blank\\' title=\\'\\xe5\\xad\\x99\\xe5\\x88\\xa9\\xef\\xbc\\x9a\\xe5\\xbe\\x85\\xe5\\x8d\\x97\\xe4\\xbf\\xa1\\xe6\\x98\\xa5\\xe5\\x9b\\x9e\\xef\\xbc\\x8c\\xe4\\xbd\\xa0\\xe5\\xa6\\x82\\xe7\\xba\\xa6\\xe8\\x80\\x8c\\xe5\\xbd\\x92\\'>\\xe5\\xad\\x99\\xe5\\x88\\xa9\\xef\\xbc\\x9a\\xe5\\xbe\\x85\\xe5\\x8d\\x97\\xe4\\xbf\\xa1\\xe6\\x98\\xa5\\xe5\\x9b\\x9e\\xef\\xbc\\x8c\\xe4\\xbd\\xa0\\xe5\\xa6\\x82\\xe7\\xba\\xa6\\xe8\\x80\\x8c\\xe5\\xbd\\x92</a></span><span class=\"news_meta\">2020-04-23</span></li>\\r\\n                      \\r\\n                      <li class=\"news n3\"><span class=\"news_title\"><a href=\\'/2020/0422/c3995a111578/page.htm\\' target=\\'_blank\\' title=\\'\\xe4\\xbd\\x95\\xe8\\xa3\\x95\\xe4\\xbd\\xb3\\xef\\xbc\\x9a\\xe8\\x8b\\xb1\\xe9\\x9b\\x84\\xe7\\x9a\\x84\\xe6\\xa8\\xa1\\xe6\\xa0\\xb7\\'>\\xe4\\xbd\\x95\\xe8\\xa3\\x95\\xe4\\xbd\\xb3\\xef\\xbc\\x9a\\xe8\\x8b\\xb1\\xe9\\x9b\\x84\\xe7\\x9a\\x84\\xe6\\xa8\\xa1\\xe6\\xa0\\xb7</a></span><span class=\"news_meta\">2020-04-22</span></li>\\r\\n                      \\r\\n                      <li class=\"news n4\"><span class=\"news_title\"><a href=\\'/2020/0420/c3995a111426/page.htm\\' target=\\'_blank\\' title=\\'\\xe7\\xab\\xa0\\xe8\\x89\\xb3\\xef\\xbc\\x9a\\xe8\\x87\\xb4\\xe6\\x95\\xac\\xe8\\x8b\\xb1\\xe9\\x9b\\x84\\'>\\xe7\\xab\\xa0\\xe8\\x89\\xb3\\xef\\xbc\\x9a\\xe8\\x87\\xb4\\xe6\\x95\\xac\\xe8\\x8b\\xb1\\xe9\\x9b\\x84</a></span><span 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     ]
    }
   ],
   "source": [
    "# requests包，http请求\n",
    "# 这是个http访问的包\n",
    "# 做爬虫的基础，如果真的做爬虫，建议使用scrapy\n",
    "import requests\n",
    "result = requests.get(\"https://www.njcit.cn\")\n",
    "if result.ok:\n",
    "    print(result.content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "b'<!DOCTYPE html>\\n<html lang=\"zh-CN\">\\n<head>\\n    <meta charset=\"utf-8\">\\n    <title>\\xe7\\x99\\xbe\\xe5\\xba\\xa6\\xe5\\xae\\x89\\xe5\\x85\\xa8\\xe9\\xaa\\x8c\\xe8\\xaf\\x81</title>\\n    <meta http-equiv=\"Content-Type\" content=\"text/html; charset=utf-8\">\\n    <meta name=\"apple-mobile-web-app-capable\" content=\"yes\">\\n    <meta name=\"apple-mobile-web-app-status-bar-style\" content=\"black\">\\n    <meta name=\"viewport\" content=\"width=device-width, user-scalable=no, initial-scale=1.0, minimum-scale=1.0, maximum-scale=1.0\">\\n    <meta name=\"format-detection\" content=\"telephone=no, email=no\">\\n    <link rel=\"shortcut icon\" href=\"https://www.baidu.com/favicon.ico\" type=\"image/x-icon\">\\n    <link rel=\"icon\" sizes=\"any\" mask href=\"https://www.baidu.com/img/baidu.svg\">\\n    <meta http-equiv=\"X-UA-Compatible\" content=\"IE=Edge\">\\n    <meta http-equiv=\"Content-Security-Policy\" content=\"upgrade-insecure-requests\">\\n    <link rel=\"stylesheet\" href=\"https://wappass.bdimg.com/static/touch/css/api/mkdjump_8befa48.css\" />\\n</head>\\n<body>\\n    <div class=\"timeout hide\">\\n        <div class=\"timeout-img\"></div>\\n        <div class=\"timeout-title\">\\xe7\\xbd\\x91\\xe7\\xbb\\x9c\\xe4\\xb8\\x8d\\xe7\\xbb\\x99\\xe5\\x8a\\x9b\\xef\\xbc\\x8c\\xe8\\xaf\\xb7\\xe7\\xa8\\x8d\\xe5\\x90\\x8e\\xe9\\x87\\x8d\\xe8\\xaf\\x95</div>\\n        <button type=\"button\" class=\"timeout-button\">\\xe8\\xbf\\x94\\xe5\\x9b\\x9e\\xe9\\xa6\\x96\\xe9\\xa1\\xb5</button>\\n    </div>\\n    <div class=\"timeout-feedback hide\">\\n        <div class=\"timeout-feedback-icon\"></div>\\n        <p class=\"timeout-feedback-title\">\\xe9\\x97\\xae\\xe9\\xa2\\x98\\xe5\\x8f\\x8d\\xe9\\xa6\\x88</p>\\n    </div>\\n\\n<script src=\"https://wappass.baidu.com/static/machine/js/api/mkd.js\"></script>\\n<script src=\"https://wappass.bdimg.com/static/touch/js/mkdjump_6003cf3.js\"></script>\\n</body>\\n</html>'\n"
     ]
    }
   ],
   "source": [
    "# 带参数的请求\n",
    "# 可以自己构造一些复杂的请求。\n",
    "search = \"哈哈\"\n",
    "response = requests.get(\"https://www.baidu.com/s?wd={}\".format(search))\n",
    "if response.ok:\n",
    "    print(response.content)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Numpy\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[90 80 70]\n",
      " [60 90 80]\n",
      " [80 70 90]]\n",
      "False\n"
     ]
    }
   ],
   "source": [
    "# 初始化array\n",
    "#List 转换为 Array\n",
    "import numpy as np\n",
    "#3位同学语数外三门课程的成绩\n",
    "score = [[90,80,70],[60,90,80],[80,70,90]]\n",
    "nscore = np.array(score)\n",
    "nscore2 = np.array(score)\n",
    "print(nscore)\n",
    "print(nscore is nscore2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0  1  2  3  4]\n",
      " [ 5  6  7  8  9]\n",
      " [10 11 12 13 14]\n",
      " [15 16 17 18 19]\n",
      " [20 21 22 23 24]]\n"
     ]
    }
   ],
   "source": [
    "# Numpy包，数值计算\n",
    "import numpy as np\n",
    "array = np.arange(25).reshape(5,5)\n",
    "print(array)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5, 5)\n",
      "2\n",
      "int32\n",
      "<class 'numpy.ndarray'>\n"
     ]
    }
   ],
   "source": [
    "#形状\n",
    "print(array.shape)\n",
    "#维度\n",
    "print(array.ndim)\n",
    "#数据类型\n",
    "print(array.dtype.name)\n",
    "#类型\n",
    "print(type(array))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 4  5  6  7  8]\n",
      " [ 9 10 11 12 13]\n",
      " [14 15 16 17 18]\n",
      " [19 20 21 22 23]\n",
      " [24 25 26 27 28]]\n"
     ]
    }
   ],
   "source": [
    "# 矩阵加上常量\n",
    "print(array+4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0  2  4  6  8]\n",
      " [10 12 14 16 18]\n",
      " [20 22 24 26 28]\n",
      " [30 32 34 36 38]\n",
      " [40 42 44 46 48]]\n"
     ]
    }
   ],
   "source": [
    "# 矩阵乘以常量\n",
    "print(array*2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 50 150 250 350 450]\n"
     ]
    }
   ],
   "source": [
    "# 两个矩阵乘法运算\n",
    "arrayb = np.array([2,3,4,5,6])\n",
    "print(np.dot(array,arrayb))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "300\n"
     ]
    }
   ],
   "source": [
    "# 矩阵数据求和\n",
    "print(array.sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[  0.  10.  20.  30.  40.  50.  60.  70.  80.  90. 100.]\n"
     ]
    }
   ],
   "source": [
    "# 把数字拆成n等份\n",
    "print(np.linspace(0, 100, 11))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[2.         2.23606798 2.44948974 2.64575131 2.82842712]\n",
      " [3.         3.16227766 3.31662479 3.46410162 3.60555128]\n",
      " [3.74165739 3.87298335 4.         4.12310563 4.24264069]\n",
      " [4.35889894 4.47213595 4.58257569 4.69041576 4.79583152]\n",
      " [4.89897949 5.         5.09901951 5.19615242 5.29150262]]\n"
     ]
    }
   ],
   "source": [
    "# 矩阵里面每个元素调用相同函数\n",
    "print(np.sqrt(array))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['a' 'b' 'c' 'b' '1' '1' 'a']\n",
      "['1' 'a' 'b' 'c']\n",
      "a\n",
      "['a' 'a']\n",
      "[['1' '2' '3']\n",
      " ['1' '2' '3']\n",
      " ['a' '2' '3']\n",
      " ['1' '2' 'c']\n",
      " ['c' '2' 'a']]\n",
      "['1' '2' '3' 'a' 'c']\n",
      "2\n",
      "['2' '2' '2' '2' '2']\n"
     ]
    }
   ],
   "source": [
    "# np.unique()  找出数组中所有不同的元素\n",
    "# \n",
    "arr = ['a','b','c','b','1','1','a']\n",
    "arr = np.array(arr)\n",
    "uni = np.unique(arr)\n",
    "print(arr)\n",
    "print(uni)\n",
    "print(uni[1])\n",
    "print(arr[arr==uni[1]])  #查询arr中值为uni[i]的数据]\n",
    "arr2 = [[1,2,3],[1,2,3],['a','2','3'],['1','2','c'],['c','2','a']]\n",
    "arr2 = np.array(arr2)\n",
    "uni2 = np.unique(arr2)\n",
    "print(arr2)\n",
    "print(uni2)\n",
    "print(uni2[1])\n",
    "print(arr2[arr2==uni2[1]]) # 查询arr2中值为uni2[1]的数据\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[90 60 80] [80 90 70] [70 80 90]\n",
      "[[90 80 70]\n",
      " [60 90 80]\n",
      " [80 70 90]]\n"
     ]
    }
   ],
   "source": [
    "#切片\n",
    "import numpy as np\n",
    "#3位同学语数外三门课程的成绩\n",
    "score = [[90,80,70],[60,90,80],[80,70,90]]\n",
    "nscore = np.array(score)\n",
    "#语数外成绩\n",
    "yuwen = nscore[:,0]\n",
    "shuxue = nscore[:,1]\n",
    "waiyu = nscore[:,2]\n",
    "print(yuwen,shuxue,waiyu)\n",
    "#第1，2，3位同学的成绩\n",
    "san = nscore[0:3,:]\n",
    "print(san)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#排序\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pandas\n",
    "Panda是个强大的数据分析工具集，使用Numpy提供高性能的矩阵运算。可以用来数据清洗，挖掘和分析。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     0   1   2\n",
      "0   67  50  51\n",
      "1   85  73  71\n",
      "2   60  63  73\n",
      "3   56  66  77\n",
      "4   96  90  65\n",
      "..  ..  ..  ..\n",
      "95  76  69  55\n",
      "96  72  91  90\n",
      "97  52  80  72\n",
      "98  57  77  61\n",
      "99  96  82  71\n",
      "\n",
      "[100 rows x 3 columns]\n"
     ]
    }
   ],
   "source": [
    "#随机生成100位同学的语文，数学，英语成绩\n",
    "rndscore = np.random.randint(50,99,(100,3))\n",
    "df = pd.DataFrame(rndscore)\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "语文，每种分数人数 85    5\n",
      "76    5\n",
      "98    4\n",
      "56    4\n",
      "67    4\n",
      "84    4\n",
      "50    4\n",
      "96    4\n",
      "79    3\n",
      "68    3\n",
      "88    3\n",
      "60    3\n",
      "92    3\n",
      "93    3\n",
      "82    3\n",
      "64    3\n",
      "97    3\n",
      "58    2\n",
      "61    2\n",
      "59    2\n",
      "74    2\n",
      "75    2\n",
      "91    2\n",
      "57    2\n",
      "81    2\n",
      "83    2\n",
      "86    2\n",
      "52    2\n",
      "51    2\n",
      "63    2\n",
      "62    1\n",
      "73    1\n",
      "95    1\n",
      "70    1\n",
      "71    1\n",
      "72    1\n",
      "90    1\n",
      "94    1\n",
      "78    1\n",
      "80    1\n",
      "87    1\n",
      "89    1\n",
      "77    1\n",
      "Name: 0, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#统计语文每个分数的人数\n",
    "gyw = df[0].value_counts()\n",
    "print(\"语文，每种分数人数\",gyw)\n",
    "#显示图形\n",
    "gyw.sort_index().plot()\n",
    "import matplotlib.pyplot as plt\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### SciPy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.141592653589793\n"
     ]
    }
   ],
   "source": [
    "# SciPy 科学计算,有大量数学，科学，工程的相关算法\n",
    "# 常量\n",
    "from scipy import constants as const,linalg\n",
    "import numpy as np\n",
    "print(const.pi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[4. 3.]\n"
     ]
    }
   ],
   "source": [
    "# 求解方程组\n",
    "#  x+2y=10\n",
    "#  2x+y=11\n",
    "a = np.array([[1,2],[2,1]])\n",
    "b = np.array([10,11])\n",
    "result = linalg.solve(a,b)\n",
    "print(result)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Matplotlib\n",
    "Matplotlib是增强的绘图库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# pyplot 绘制更复杂的数学图形\n",
    "#随机的散点图\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "N = 100\n",
    "x = np.random.rand(N)\n",
    "y = np.random.rand(N)\n",
    "colors = np.random.rand(N)\n",
    "area = np.pi * (15 * np.random.rand(N))**2\n",
    "\n",
    "plt.scatter(x,y,s=area,c=colors)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Flask\n",
    "Flask是个轻量级的wsgi web应用框架，设计目标是简单和快速，也能满足复杂程序要求。具体学习可以参照中文网站https://dormousehole.readthedocs.io/en/latest/ 也可至官方网站 https://flask.palletsprojects.com/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Flask web框架,比较简单快速，如下是个最小的Flask应用代码，名称比如叫hello.py\n",
    "#通过python flask.py运行后可以访问http://localhost:5000\n",
    "from flask import Flask\n",
    "app = Flask(\"任哥的Flash网站\")\n",
    "\n",
    "@app.route(\"/\")\n",
    "def index():\n",
    "    return \"欢迎访问任哥的网站\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 在windows我们在命令行执行\n",
    "    - set FLASK_APP=hello.py\n",
    "- 然后我们执行\n",
    "    - python -m flask run\n",
    "- 最后我们访问http://localhost:5000"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Django\n",
    "Django是个基于python的web开发框架，功能强大，可以让你很容易的用很少的代码创建出更好的web应用。具体学习请参照https://www.django.cn/ 网站。官网：https://www.djangoproject.com/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 安装Django，在命令行执行\n",
    "    - python -m pip install Django\n",
    "- 创建一个网站，在命令行执行\n",
    "    - django-admin startproject mysite\n",
    "- 系统会创建1一个mysite目录，里面有个manage.py和mysite目录，mysite目录下包含了基本的项目所需文件\n",
    "\n",
    "- mysite/\n",
    "    - manage.py\n",
    "    - mysite/\n",
    "        - __init__.py\n",
    "        - settings.py\n",
    "        - urls.py\n",
    "        - asgi.py\n",
    "        - wsgi.py\n",
    "- 最后我们进入mysite目录执行\n",
    "    - python manage.py runserver\n",
    "- 最后我们打开http://127.0.0.1:8000 可以看到初始网络"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "任务8-1 用随便一个python开源框架创建一个网站，主页显示自己的学校姓名。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "任务8-2 （附加）使用scrapy爬取51job中关于“互联网/电子商务”的所有招聘信息，包括 公司，职位，要求，工资，地点等信息。保存为csv文件。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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